Searching for Local Solutions: Making Welfare Policy on the Ground in Ontario
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Over recent decades welfare dependency has played a powerful role in defining the welfare “problem” and in passing appropriate “solutions.” One result has been the proliferation of short-term, low-cost employment programs and training programs that have emerged as critical sites for challenging and reforming the attitudes and behaviors of welfare recipients. By exploring work-readiness programs in four communities in Ontario, Canada, we provide insight into how these programs relate to the lived realities of those compelled to attend them. The research shows how dependency discourse informs program rules and content, raising expectations about both the benefits and the immediacy of work. This focus risks individualizing blame and ignoring the structural realities of labor markets and the systemic forces that create poverty and unemployment. Although the particular empirical focus is on Ontario, the approaches used and their outcomes resonate with strategies that are evident wherever neoliberalism has made its mark.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it